Spaceship Profiling Report

Dataset statistics

Number of variables	27
Number of observations	396030
Missing cells	81589
Missing cells (%)	0.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	81.6 MiB
Average record size in memory	216.0 B

Variable types

Numeric	12
Categorical	15

Alerts

`emp_title` has a high cardinality: 173105 distinct values	High cardinality
`issue_d` has a high cardinality: 115 distinct values	High cardinality
`title` has a high cardinality: 48817 distinct values	High cardinality
`earliest_cr_line` has a high cardinality: 684 distinct values	High cardinality
`address` has a high cardinality: 393700 distinct values	High cardinality
`loan_amnt` is highly correlated with `term` and 1 other fields	High correlation
`installment` is highly correlated with `loan_amnt`	High correlation
`open_acc` is highly correlated with `total_acc`	High correlation
`pub_rec` is highly correlated with `pub_rec_bankruptcies`	High correlation
`total_acc` is highly correlated with `open_acc`	High correlation
`pub_rec_bankruptcies` is highly correlated with `pub_rec`	High correlation
`sub_grade` is highly correlated with `term` and 2 other fields	High correlation
`grade` is highly correlated with `int_rate` and 1 other fields	High correlation
`term` is highly correlated with `loan_amnt` and 2 other fields	High correlation
`int_rate` is highly correlated with `term` and 2 other fields	High correlation
`emp_title` has 22927 (5.8%) missing values	Missing
`emp_length` has 18301 (4.6%) missing values	Missing
`mort_acc` has 37795 (9.5%) missing values	Missing
`annual_inc` is highly skewed (γ1 = 41.04272475)	Skewed
`dti` is highly skewed (γ1 = 431.0512254)	Skewed
`address` is uniformly distributed	Uniform
`pub_rec` has 338272 (85.4%) zeros	Zeros
`mort_acc` has 139777 (35.3%) zeros	Zeros
`pub_rec_bankruptcies` has 350380 (88.5%) zeros	Zeros

Reproduction

Analysis started	2022-11-29 17:37:52.294375
Analysis finished	2022-11-29 17:39:18.417791
Duration	1 minute and 26.12 seconds
Software version	pandas-profiling v3.3.0
Download configuration	config.json

loan_amnt
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1397
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14113.88809

Minimum	500
Maximum	40000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	500
5-th percentile	3250
Q1	8000
median	12000
Q3	20000
95-th percentile	30975
Maximum	40000
Range	39500
Interquartile range (IQR)	12000

Descriptive statistics

Standard deviation	8357.441341
Coefficient of variation (CV)	0.5921430926
Kurtosis	-0.06259753499
Mean	14113.88809
Median Absolute Deviation (MAD)	5500
Skewness	0.7772854671
Sum	5589523100
Variance	69846825.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	27668	7.0%
12000	21366	5.4%
15000	19903	5.0%
20000	18969	4.8%
35000	14576	3.7%
8000	13539	3.4%
6000	12734	3.2%
5000	12443	3.1%
16000	10129	2.6%
18000	9195	2.3%
Other values (1387)	235508	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
500	4	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
950	1	< 0.1%
1000	1448	0.4%
1025	4	< 0.1%
1050	10	< 0.1%

Value	Count	Frequency (%)
40000	180	< 0.1%
39700	1	< 0.1%
39600	1	< 0.1%
39500	1	< 0.1%
39475	1	< 0.1%
39200	1	< 0.1%
38825	1	< 0.1%
38750	1	< 0.1%
38475	1	< 0.1%
38300	1	< 0.1%

term
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

36 months	302005
60 months	94025

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	3960300
Distinct characters	10
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	36 months
2nd row	36 months
3rd row	36 months
4th row	36 months
5th row	60 months

Common Values

Value	Count	Frequency (%)
36 months	302005	76.3%
60 months	94025	23.7%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
months	396030	50.0%
36	302005	38.1%
60	94025	11.9%

Most occurring characters

Value	Count	Frequency (%)
	792060	20.0%
6	396030	10.0%
m	396030	10.0%
o	396030	10.0%
n	396030	10.0%
t	396030	10.0%
h	396030	10.0%
s	396030	10.0%
3	302005	7.6%
0	94025	2.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2376180	60.0%
Space Separator	792060	20.0%
Decimal Number	792060	20.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	396030	16.7%
o	396030	16.7%
n	396030	16.7%
t	396030	16.7%
h	396030	16.7%
s	396030	16.7%

Decimal Number

Value	Count	Frequency (%)
6	396030	50.0%
3	302005	38.1%
0	94025	11.9%

Space Separator

Value	Count	Frequency (%)
	792060	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2376180	60.0%
Common	1584120	40.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	396030	16.7%
o	396030	16.7%
n	396030	16.7%
t	396030	16.7%
h	396030	16.7%
s	396030	16.7%

Common

Value	Count	Frequency (%)
	792060	50.0%
6	396030	25.0%
3	302005	19.1%
0	94025	5.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3960300	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	792060	20.0%
6	396030	10.0%
m	396030	10.0%
o	396030	10.0%
n	396030	10.0%
t	396030	10.0%
h	396030	10.0%
s	396030	10.0%
3	302005	7.6%
0	94025	2.4%

int_rate
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	566
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.63940005

Minimum	5.32
Maximum	30.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	5.32
5-th percentile	6.89
Q1	10.49
median	13.33
Q3	16.49
95-th percentile	21.97
Maximum	30.99
Range	25.67
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.472157382
Coefficient of variation (CV)	0.3278851978
Kurtosis	-0.1439465381
Mean	13.63940005
Median Absolute Deviation (MAD)	3.08
Skewness	0.420669472
Sum	5401611.6
Variance	20.00019165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	12411	3.1%
12.99	9632	2.4%
15.61	9350	2.4%
11.99	8582	2.2%
8.9	8019	2.0%
12.12	7358	1.9%
7.9	7332	1.9%
16.29	6632	1.7%
13.11	6580	1.7%
6.03	6291	1.6%
Other values (556)	313843	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.32	2440	0.6%
5.42	465	0.1%
5.79	333	0.1%
5.93	431	0.1%
5.99	278	0.1%
6	70	< 0.1%
6.03	6291	1.6%
6.17	220	0.1%
6.24	1184	0.3%
6.39	656	0.2%

Value	Count	Frequency (%)
30.99	13	< 0.1%
30.94	3	< 0.1%
30.89	3	< 0.1%
30.84	1	< 0.1%
30.79	9	< 0.1%
30.74	4	< 0.1%
30.49	5	< 0.1%
29.99	7	< 0.1%
29.96	8	< 0.1%
29.67	15	< 0.1%

installment
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	55706
Distinct (%)	14.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	431.849698

Minimum	16.08
Maximum	1533.81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	16.08
5-th percentile	109.51
Q1	250.33
median	375.43
Q3	567.3
95-th percentile	925.6
Maximum	1533.81
Range	1517.73
Interquartile range (IQR)	316.97

Descriptive statistics

Standard deviation	250.7277895
Coefficient of variation (CV)	0.5805904014
Kurtosis	0.7838199213
Mean	431.849698
Median Absolute Deviation (MAD)	150.5
Skewness	0.9835981609
Sum	171025435.9
Variance	62864.42443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
327.34	968	0.2%
332.1	791	0.2%
491.01	736	0.2%
336.9	686	0.2%
392.81	683	0.2%
332.72	641	0.2%
337.47	624	0.2%
317.54	574	0.1%
654.68	556	0.1%
261.88	527	0.1%
Other values (55696)	389244	98.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.08	1	< 0.1%
16.25	1	< 0.1%
16.31	1	< 0.1%
16.47	1	< 0.1%
19.87	1	< 0.1%
20.22	1	< 0.1%
21.25	1	< 0.1%
21.62	1	< 0.1%
21.99	1	< 0.1%
22.24	1	< 0.1%

Value	Count	Frequency (%)
1533.81	1	< 0.1%
1527	1	< 0.1%
1503.85	1	< 0.1%
1479.49	1	< 0.1%
1464.42	1	< 0.1%
1458.25	1	< 0.1%
1451.14	2	< 0.1%
1451.12	2	< 0.1%
1445.9	1	< 0.1%
1443.76	1	< 0.1%

grade
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

B	116018
C	105987
A	64187
D	63524
E	31488
Other values (2)	14826

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	396030
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B
2nd row	B
3rd row	B
4th row	A
5th row	C

Common Values

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
b	116018	29.3%
c	105987	26.8%
a	64187	16.2%
d	63524	16.0%
e	31488	8.0%
f	11772	3.0%
g	3054	0.8%

Most occurring characters

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	396030	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	396030	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	396030	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

sub_grade
Categorical

HIGH CORRELATION

Distinct	35
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

B3	26655
B4	25601
C1	23662
C2	22580
B2	22495
Other values (30)	275037

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	792060
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	B4
2nd row	B5
3rd row	B3
4th row	A2
5th row	C5

Common Values

Value	Count	Frequency (%)
B3	26655	6.7%
B4	25601	6.5%
C1	23662	6.0%
C2	22580	5.7%
B2	22495	5.7%
B5	22085	5.6%
C3	21221	5.4%
C4	20280	5.1%
B1	19182	4.8%
A5	18526	4.7%
Other values (25)	173743	43.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
b3	26655	6.7%
b4	25601	6.5%
c1	23662	6.0%
c2	22580	5.7%
b2	22495	5.7%
b5	22085	5.6%
c3	21221	5.4%
c4	20280	5.1%
b1	19182	4.8%
a5	18526	4.7%
Other values (25)	173743	43.9%

Most occurring characters

Value	Count	Frequency (%)
B	116018	14.6%
C	105987	13.4%
1	81077	10.2%
4	80849	10.2%
3	79720	10.1%
2	79544	10.0%
5	74840	9.4%
A	64187	8.1%
D	63524	8.0%
E	31488	4.0%
Other values (2)	14826	1.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	396030	50.0%
Decimal Number	396030	50.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Decimal Number

Value	Count	Frequency (%)
1	81077	20.5%
4	80849	20.4%
3	79720	20.1%
2	79544	20.1%
5	74840	18.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	396030	50.0%
Common	396030	50.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
B	116018	29.3%
C	105987	26.8%
A	64187	16.2%
D	63524	16.0%
E	31488	8.0%
F	11772	3.0%
G	3054	0.8%

Common

Value	Count	Frequency (%)
1	81077	20.5%
4	80849	20.4%
3	79720	20.1%
2	79544	20.1%
5	74840	18.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	792060	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
B	116018	14.6%
C	105987	13.4%
1	81077	10.2%
4	80849	10.2%
3	79720	10.1%
2	79544	10.0%
5	74840	9.4%
A	64187	8.1%
D	63524	8.0%
E	31488	4.0%
Other values (2)	14826	1.9%

emp_title
Categorical

HIGH CARDINALITY
MISSING

Distinct	173105
Distinct (%)	46.4%
Missing	22927
Missing (%)	5.8%
Memory size	3.0 MiB

Teacher	4389
Manager	4250
Registered Nurse	1856
RN	1846
Supervisor	1830
Other values (173100)	358932

Length

Max length	78
Median length	56
Mean length	16.5867361
Min length	1

Characters and Unicode

Total characters	6188561
Distinct characters	125
Distinct categories	17 ?
Distinct scripts	2 ?
Distinct blocks	3 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	145247 ?
Unique (%)	38.9%

Sample

1st row	Marketing
2nd row	Credit analyst
3rd row	Statistician
4th row	Client Advocate
5th row	Destiny Management Inc.

Common Values

Value	Count	Frequency (%)
Teacher	4389	1.1%
Manager	4250	1.1%
Registered Nurse	1856	0.5%
RN	1846	0.5%
Supervisor	1830	0.5%
Sales	1638	0.4%
Project Manager	1505	0.4%
Owner	1410	0.4%
Driver	1339	0.3%
Office Manager	1218	0.3%
Other values (173095)	351822	88.8%
(Missing)	22927	5.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
manager	39270	4.7%
of	15802	1.9%
inc	10469	1.2%
director	9837	1.2%
sales	9635	1.1%
assistant	9259	1.1%
analyst	7652	0.9%
specialist	7627	0.9%
supervisor	7501	0.9%
engineer	7462	0.9%
Other values (55359)	717784	85.2%

Most occurring characters

Value	Count	Frequency (%)
e	606206	9.8%
	487836	7.9%
r	470449	7.6%
a	455384	7.4%
i	406094	6.6%
n	405205	6.5%
t	373457	6.0%
o	330975	5.3%
s	293945	4.7%
c	244175	3.9%
Other values (115)	2114835	34.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	4701345	76.0%
Uppercase Letter	939905	15.2%
Space Separator	487839	7.9%
Other Punctuation	45687	0.7%
Decimal Number	6383	0.1%
Dash Punctuation	5541	0.1%
Open Punctuation	847	< 0.1%
Close Punctuation	821	< 0.1%
Math Symbol	114	< 0.1%
Control	30	< 0.1%
Other values (7)	49	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	606206	12.9%
r	470449	10.0%
a	455384	9.7%
i	406094	8.6%
n	405205	8.6%
t	373457	7.9%
o	330975	7.0%
s	293945	6.3%
c	244175	5.2%
l	200056	4.3%
Other values (23)	915399	19.5%

Uppercase Letter

Value	Count	Frequency (%)
S	115480	12.3%
C	93703	10.0%
A	87717	9.3%
M	73150	7.8%
P	57688	6.1%
T	54371	5.8%
E	50241	5.3%
I	49183	5.2%
R	48438	5.2%
D	45784	4.9%
Other values (20)	264150	28.1%

Other Punctuation

Value	Count	Frequency (%)
.	18744	41.0%
,	9790	21.4%
/	7921	17.3%
&	6352	13.9%
'	2523	5.5%
#	140	0.3%
;	45	0.1%
:	43	0.1%
!	31	0.1%
"	28	0.1%
Other values (7)	70	0.2%

Control

Value	Count	Frequency (%)
	8	26.7%
	7	23.3%
	3	10.0%
	2	6.7%
	2	6.7%
	2	6.7%
	2	6.7%
	1	3.3%
	1	3.3%
	1	3.3%

Decimal Number

Value	Count	Frequency (%)
1	1428	22.4%
2	1303	20.4%
3	1002	15.7%
4	548	8.6%
0	435	6.8%
5	409	6.4%
6	385	6.0%
9	335	5.2%
7	321	5.0%
8	217	3.4%

Math Symbol

Value	Count	Frequency (%)
+	92	80.7%
\|	16	14.0%
~	4	3.5%
¬	1	0.9%
<	1	0.9%

Open Punctuation

Value	Count	Frequency (%)
(	839	99.1%
[	7	0.8%
{	1	0.1%

Close Punctuation

Value	Count	Frequency (%)
)	816	99.4%
]	4	0.5%
}	1	0.1%

Space Separator

Value	Count	Frequency (%)
	487836	> 99.9%
	3	< 0.1%

Currency Symbol

Value	Count	Frequency (%)
$	8	72.7%
¢	3	27.3%

Other Number

Value	Count	Frequency (%)
²	3	75.0%
³	1	25.0%

Format

Value	Count	Frequency (%)
	1	50.0%
	1	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	5541	100.0%

Modifier Symbol

Value	Count	Frequency (%)
`	18	100.0%

Other Symbol

Value	Count	Frequency (%)
©	7	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	6	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5641250	91.2%
Common	547311	8.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	606206	10.7%
r	470449	8.3%
a	455384	8.1%
i	406094	7.2%
n	405205	7.2%
t	373457	6.6%
o	330975	5.9%
s	293945	5.2%
c	244175	4.3%
l	200056	3.5%
Other values (53)	1855304	32.9%

Common

Value	Count	Frequency (%)
	487836	89.1%
.	18744	3.4%
,	9790	1.8%
/	7921	1.4%
&	6352	1.2%
-	5541	1.0%
'	2523	0.5%
1	1428	0.3%
2	1303	0.2%
3	1002	0.2%
Other values (52)	4871	0.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6188456	> 99.9%
None	103	< 0.1%
Punctuation	2	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	606206	9.8%
	487836	7.9%
r	470449	7.6%
a	455384	7.4%
i	406094	6.6%
n	405205	6.5%
t	373457	6.0%
o	330975	5.3%
s	293945	4.7%
c	244175	3.9%
Other values (83)	2114730	34.2%

None

Value	Count	Frequency (%)
Ã	21	20.4%
Â	10	9.7%
	8	7.8%
â	8	7.8%
	7	6.8%
©	7	6.8%
é	4	3.9%
²	3	2.9%
	3	2.9%
¢	3	2.9%
Other values (20)	29	28.2%

Punctuation

Value	Count	Frequency (%)
’	1	50.0%
	1	50.0%

emp_length
Categorical

MISSING

Distinct	11
Distinct (%)	< 0.1%
Missing	18301
Missing (%)	4.6%
Memory size	3.0 MiB

10+ years	126041
2 years	35827
< 1 year	31725
3 years	31665
5 years	26495
Other values (6)	125976

Length

Max length	9
Median length	7
Mean length	7.682830813
Min length	6

Characters and Unicode

Total characters	2902028
Distinct characters	18
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	10+ years
2nd row	4 years
3rd row	< 1 year
4th row	6 years
5th row	9 years

Common Values

Value	Count	Frequency (%)
10+ years	126041	31.8%
2 years	35827	9.0%
< 1 year	31725	8.0%
3 years	31665	8.0%
5 years	26495	6.7%
1 year	25882	6.5%
4 years	23952	6.0%
6 years	20841	5.3%
7 years	20819	5.3%
8 years	19168	4.8%
(Missing)	18301	4.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
years	320122	40.7%
10	126041	16.0%
1	57607	7.3%
year	57607	7.3%
2	35827	4.6%
	31725	4.0%
3	31665	4.0%
5	26495	3.4%
4	23952	3.0%
6	20841	2.6%
Other values (3)	55301	7.0%

Most occurring characters

Value	Count	Frequency (%)
	409454	14.1%
y	377729	13.0%
e	377729	13.0%
a	377729	13.0%
r	377729	13.0%
s	320122	11.0%
1	183648	6.3%
0	126041	4.3%
+	126041	4.3%
2	35827	1.2%
Other values (8)	189979	6.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1831038	63.1%
Decimal Number	503770	17.4%
Space Separator	409454	14.1%
Math Symbol	157766	5.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	183648	36.5%
0	126041	25.0%
2	35827	7.1%
3	31665	6.3%
5	26495	5.3%
4	23952	4.8%
6	20841	4.1%
7	20819	4.1%
8	19168	3.8%
9	15314	3.0%

Lowercase Letter

Value	Count	Frequency (%)
y	377729	20.6%
e	377729	20.6%
a	377729	20.6%
r	377729	20.6%
s	320122	17.5%

Math Symbol

Value	Count	Frequency (%)
+	126041	79.9%
<	31725	20.1%

Space Separator

Value	Count	Frequency (%)
	409454	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1831038	63.1%
Common	1070990	36.9%

Most frequent character per script

Common

Value	Count	Frequency (%)
	409454	38.2%
1	183648	17.1%
0	126041	11.8%
+	126041	11.8%
2	35827	3.3%
<	31725	3.0%
3	31665	3.0%
5	26495	2.5%
4	23952	2.2%
6	20841	1.9%
Other values (3)	55301	5.2%

Latin

Value	Count	Frequency (%)
y	377729	20.6%
e	377729	20.6%
a	377729	20.6%
r	377729	20.6%
s	320122	17.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2902028	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	409454	14.1%
y	377729	13.0%
e	377729	13.0%
a	377729	13.0%
r	377729	13.0%
s	320122	11.0%
1	183648	6.3%
0	126041	4.3%
+	126041	4.3%
2	35827	1.2%
Other values (8)	189979	6.5%

home_ownership
Categorical

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

MORTGAGE	198348
RENT	159790
OWN	37746
OTHER	112
NONE	31

Length

Max length	8
Median length	8
Mean length	5.908327652
Min length	3

Characters and Unicode

Total characters	2339875
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	RENT
2nd row	MORTGAGE
3rd row	RENT
4th row	RENT
5th row	MORTGAGE

Common Values

Value	Count	Frequency (%)
MORTGAGE	198348	50.1%
RENT	159790	40.3%
OWN	37746	9.5%
OTHER	112	< 0.1%
NONE	31	< 0.1%
ANY	3	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
mortgage	198348	50.1%
rent	159790	40.3%
own	37746	9.5%
other	112	< 0.1%
none	31	< 0.1%
any	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	2339875	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2339875	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2339875	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
G	396696	17.0%
E	358281	15.3%
R	358250	15.3%
T	358250	15.3%
O	236237	10.1%
A	198351	8.5%
M	198348	8.5%
N	197601	8.4%
W	37746	1.6%
H	112	< 0.1%

annual_inc
Real number (ℝ_≥0)

SKEWED

Distinct	27197
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74203.1758

Minimum	0
Maximum	8706582
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	28000
Q1	45000
median	64000
Q3	90000
95-th percentile	150000
Maximum	8706582
Range	8706582
Interquartile range (IQR)	45000

Descriptive statistics

Standard deviation	61637.62116
Coefficient of variation (CV)	0.8306601503
Kurtosis	4238.550572
Mean	74203.1758
Median Absolute Deviation (MAD)	21000
Skewness	41.04272475
Sum	2.938668371 × 10¹⁰
Variance	3799196342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	15313	3.9%
50000	13303	3.4%
65000	11333	2.9%
70000	10674	2.7%
40000	10629	2.7%
45000	10114	2.6%
80000	9971	2.5%
75000	9850	2.5%
55000	9195	2.3%
90000	7573	1.9%
Other values (27187)	288075	72.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
600	1	< 0.1%
2500	1	< 0.1%
4000	2	< 0.1%
4080	1	< 0.1%
4200	1	< 0.1%
4524	1	< 0.1%
4800	6	< 0.1%
4888	1	< 0.1%
5000	3	< 0.1%

Value	Count	Frequency (%)
8706582	1	< 0.1%
7600000	1	< 0.1%
7446395	1	< 0.1%
7141778	1	< 0.1%
7000000	1	< 0.1%
6500000	1	< 0.1%
6100000	1	< 0.1%
6000000	2	< 0.1%
5000000	1	< 0.1%
4900000	1	< 0.1%

verification_status
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Verified	139563
Source Verified	131385
Not Verified	125082

Length

Max length	15
Median length	12
Mean length	11.58564503
Min length	8

Characters and Unicode

Total characters	4588263
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Not Verified
2nd row	Not Verified
3rd row	Source Verified
4th row	Not Verified
5th row	Verified

Common Values

Value	Count	Frequency (%)
Verified	139563	35.2%
Source Verified	131385	33.2%
Not Verified	125082	31.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
verified	396030	60.7%
source	131385	20.1%
not	125082	19.2%

Most occurring characters

Value	Count	Frequency (%)
e	923445	20.1%
i	792060	17.3%
r	527415	11.5%
V	396030	8.6%
f	396030	8.6%
d	396030	8.6%
o	256467	5.6%
	256467	5.6%
S	131385	2.9%
u	131385	2.9%
Other values (3)	381549	8.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3679299	80.2%
Uppercase Letter	652497	14.2%
Space Separator	256467	5.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	923445	25.1%
i	792060	21.5%
r	527415	14.3%
f	396030	10.8%
d	396030	10.8%
o	256467	7.0%
u	131385	3.6%
c	131385	3.6%
t	125082	3.4%

Uppercase Letter

Value	Count	Frequency (%)
V	396030	60.7%
S	131385	20.1%
N	125082	19.2%

Space Separator

Value	Count	Frequency (%)
	256467	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	4331796	94.4%
Common	256467	5.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	923445	21.3%
i	792060	18.3%
r	527415	12.2%
V	396030	9.1%
f	396030	9.1%
d	396030	9.1%
o	256467	5.9%
S	131385	3.0%
u	131385	3.0%
c	131385	3.0%
Other values (2)	250164	5.8%

Common

Value	Count	Frequency (%)
	256467	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4588263	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	923445	20.1%
i	792060	17.3%
r	527415	11.5%
V	396030	8.6%
f	396030	8.6%
d	396030	8.6%
o	256467	5.6%
	256467	5.6%
S	131385	2.9%
u	131385	2.9%
Other values (3)	381549	8.3%

issue_d
Categorical

HIGH CARDINALITY

Distinct	115
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Oct-2014	14846
Jul-2014	12609
Jan-2015	11705
Dec-2013	10618
Nov-2013	10496
Other values (110)	335756

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	3168240
Distinct characters	33
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Jan-2015
2nd row	Jan-2015
3rd row	Jan-2015
4th row	Nov-2014
5th row	Apr-2013

Common Values

Value	Count	Frequency (%)
Oct-2014	14846	3.7%
Jul-2014	12609	3.2%
Jan-2015	11705	3.0%
Dec-2013	10618	2.7%
Nov-2013	10496	2.7%
Jul-2015	10270	2.6%
Oct-2013	10047	2.5%
Jan-2014	9705	2.5%
Apr-2015	9470	2.4%
Sep-2013	9179	2.3%
Other values (105)	287085	72.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
oct-2014	14846	3.7%
jul-2014	12609	3.2%
jan-2015	11705	3.0%
dec-2013	10618	2.7%
nov-2013	10496	2.7%
jul-2015	10270	2.6%
oct-2013	10047	2.5%
jan-2014	9705	2.5%
apr-2015	9470	2.4%
sep-2013	9179	2.3%
Other values (105)	287085	72.5%

Most occurring characters

Value	Count	Frequency (%)
2	437232	13.8%
0	410549	13.0%
1	408204	12.9%
-	396030	12.5%
J	104536	3.3%
4	102860	3.2%
u	102670	3.2%
a	98496	3.1%
3	97662	3.1%
5	94264	3.0%
Other values (23)	915737	28.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1584120	50.0%
Lowercase Letter	792060	25.0%
Dash Punctuation	396030	12.5%
Uppercase Letter	396030	12.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
u	102670	13.0%
a	98496	12.4%
e	85443	10.8%
c	71212	9.0%
r	65142	8.2%
n	64822	8.2%
p	60842	7.7%
t	42130	5.3%
l	39714	5.0%
o	34068	4.3%
Other values (4)	127521	16.1%

Decimal Number

Value	Count	Frequency (%)
2	437232	27.6%
0	410549	25.9%
1	408204	25.8%
4	102860	6.5%
3	97662	6.2%
5	94264	6.0%
6	28088	1.8%
9	3826	0.2%
8	1240	0.1%
7	195	< 0.1%

Uppercase Letter

Value	Count	Frequency (%)
J	104536	26.4%
A	66039	16.7%
M	63814	16.1%
O	42130	10.6%
N	34068	8.6%
D	29082	7.3%
F	28742	7.3%
S	27619	7.0%

Dash Punctuation

Value	Count	Frequency (%)
-	396030	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1980150	62.5%
Latin	1188090	37.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
J	104536	8.8%
u	102670	8.6%
a	98496	8.3%
e	85443	7.2%
c	71212	6.0%
A	66039	5.6%
r	65142	5.5%
n	64822	5.5%
M	63814	5.4%
p	60842	5.1%
Other values (12)	405074	34.1%

Common

Value	Count	Frequency (%)
2	437232	22.1%
0	410549	20.7%
1	408204	20.6%
-	396030	20.0%
4	102860	5.2%
3	97662	4.9%
5	94264	4.8%
6	28088	1.4%
9	3826	0.2%
8	1240	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3168240	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	437232	13.8%
0	410549	13.0%
1	408204	12.9%
-	396030	12.5%
J	104536	3.3%
4	102860	3.2%
u	102670	3.2%
a	98496	3.1%
3	97662	3.1%
5	94264	3.0%
Other values (23)	915737	28.9%

loan_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Fully Paid	318357
Charged Off	77673

Length

Max length	11
Median length	10
Mean length	10.19612908
Min length	10

Characters and Unicode

Total characters	4037973
Distinct characters	16
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Fully Paid
2nd row	Fully Paid
3rd row	Fully Paid
4th row	Fully Paid
5th row	Charged Off

Common Values

Value	Count	Frequency (%)
Fully Paid	318357	80.4%
Charged Off	77673	19.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
fully	318357	40.2%
paid	318357	40.2%
charged	77673	9.8%
off	77673	9.8%

Most occurring characters

Value	Count	Frequency (%)
l	636714	15.8%
	396030	9.8%
a	396030	9.8%
d	396030	9.8%
F	318357	7.9%
u	318357	7.9%
y	318357	7.9%
P	318357	7.9%
i	318357	7.9%
f	155346	3.8%
Other values (6)	466038	11.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2849883	70.6%
Uppercase Letter	792060	19.6%
Space Separator	396030	9.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
l	636714	22.3%
a	396030	13.9%
d	396030	13.9%
u	318357	11.2%
y	318357	11.2%
i	318357	11.2%
f	155346	5.5%
h	77673	2.7%
r	77673	2.7%
g	77673	2.7%

Uppercase Letter

Value	Count	Frequency (%)
F	318357	40.2%
P	318357	40.2%
C	77673	9.8%
O	77673	9.8%

Space Separator

Value	Count	Frequency (%)
	396030	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3641943	90.2%
Common	396030	9.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
l	636714	17.5%
a	396030	10.9%
d	396030	10.9%
F	318357	8.7%
u	318357	8.7%
y	318357	8.7%
P	318357	8.7%
i	318357	8.7%
f	155346	4.3%
C	77673	2.1%
Other values (5)	388365	10.7%

Common

Value	Count	Frequency (%)
	396030	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4037973	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
l	636714	15.8%
	396030	9.8%
a	396030	9.8%
d	396030	9.8%
F	318357	7.9%
u	318357	7.9%
y	318357	7.9%
P	318357	7.9%
i	318357	7.9%
f	155346	3.8%
Other values (6)	466038	11.5%

purpose
Categorical

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

debt_consolidation	234507
credit_card	83019
home_improvement	24030
other	21185
major_purchase	8790
Other values (9)	24499

Length

Max length	18
Median length	18
Mean length	14.99784612
Min length	3

Characters and Unicode

Total characters	5939597
Distinct characters	22
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	vacation
2nd row	debt_consolidation
3rd row	credit_card
4th row	credit_card
5th row	credit_card

Common Values

Value	Count	Frequency (%)
debt_consolidation	234507	59.2%
credit_card	83019	21.0%
home_improvement	24030	6.1%
other	21185	5.3%
major_purchase	8790	2.2%
small_business	5701	1.4%
car	4697	1.2%
medical	4196	1.1%
moving	2854	0.7%
vacation	2452	0.6%
Other values (4)	4599	1.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
debt_consolidation	234507	59.2%
credit_card	83019	21.0%
home_improvement	24030	6.1%
other	21185	5.3%
major_purchase	8790	2.2%
small_business	5701	1.4%
car	4697	1.2%
medical	4196	1.1%
moving	2854	0.7%
vacation	2452	0.6%
Other values (4)	4599	1.2%

Most occurring characters

Value	Count	Frequency (%)
o	789320	13.3%
d	643129	10.8%
t	599957	10.1%
i	593335	10.0%
n	506778	8.5%
e	435403	7.3%
c	420937	7.1%
_	356376	6.0%
a	355447	6.0%
s	268302	4.5%
Other values (12)	970613	16.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5583221	94.0%
Connector Punctuation	356376	6.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	789320	14.1%
d	643129	11.5%
t	599957	10.7%
i	593335	10.6%
n	506778	9.1%
e	435403	7.8%
c	420937	7.5%
a	355447	6.4%
s	268302	4.8%
l	250691	4.5%
Other values (11)	719922	12.9%

Connector Punctuation

Value	Count	Frequency (%)
_	356376	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	5583221	94.0%
Common	356376	6.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	789320	14.1%
d	643129	11.5%
t	599957	10.7%
i	593335	10.6%
n	506778	9.1%
e	435403	7.8%
c	420937	7.5%
a	355447	6.4%
s	268302	4.8%
l	250691	4.5%
Other values (11)	719922	12.9%

Common

Value	Count	Frequency (%)
_	356376	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	5939597	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	789320	13.3%
d	643129	10.8%
t	599957	10.1%
i	593335	10.0%
n	506778	8.5%
e	435403	7.3%
c	420937	7.1%
_	356376	6.0%
a	355447	6.0%
s	268302	4.5%
Other values (12)	970613	16.3%

title
Categorical

HIGH CARDINALITY

Distinct	48817
Distinct (%)	12.4%
Missing	1755
Missing (%)	0.4%
Memory size	3.0 MiB

Debt consolidation	152472
Credit card refinancing	51487
Home improvement	15264
Other	12930
Debt Consolidation	11608
Other values (48812)	150514

Length

Max length	80
Median length	79
Mean length	17.24109315
Min length	2

Characters and Unicode

Total characters	6797732
Distinct characters	101
Distinct categories	15 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	41798 ?
Unique (%)	10.6%

Sample

1st row	Vacation
2nd row	Debt consolidation
3rd row	Credit card refinancing
4th row	Credit card refinancing
5th row	Credit Card Refinance

Common Values

Value	Count	Frequency (%)
Debt consolidation	152472	38.5%
Credit card refinancing	51487	13.0%
Home improvement	15264	3.9%
Other	12930	3.3%
Debt Consolidation	11608	2.9%
Major purchase	4769	1.2%
Consolidation	3852	1.0%
debt consolidation	3547	0.9%
Business	2949	0.7%
Debt Consolidation Loan	2864	0.7%
Other values (48807)	132533	33.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
consolidation	191014	21.7%
debt	190821	21.6%
credit	74290	8.4%
card	68254	7.7%
refinancing	52262	5.9%
loan	28112	3.2%
home	22625	2.6%
improvement	18786	2.1%
other	13252	1.5%
payoff	6685	0.8%
Other values (14633)	216174	24.5%

Most occurring characters

Value	Count	Frequency (%)
o	735791	10.8%
n	682851	10.0%
i	655694	9.6%
t	545268	8.0%
e	521004	7.7%
	494561	7.3%
a	445747	6.6%
d	386101	5.7%
c	322828	4.7%
r	295630	4.3%
Other values (91)	1712257	25.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5749399	84.6%
Uppercase Letter	527589	7.8%
Space Separator	494561	7.3%
Decimal Number	13723	0.2%
Other Punctuation	9147	0.1%
Dash Punctuation	1929	< 0.1%
Connector Punctuation	663	< 0.1%
Close Punctuation	209	< 0.1%
Currency Symbol	178	< 0.1%
Open Punctuation	163	< 0.1%
Other values (5)	171	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	735791	12.8%
n	682851	11.9%
i	655694	11.4%
t	545268	9.5%
e	521004	9.1%
a	445747	7.8%
d	386101	6.7%
c	322828	5.6%
r	295630	5.1%
s	262921	4.6%
Other values (17)	895564	15.6%

Uppercase Letter

Value	Count	Frequency (%)
D	187930	35.6%
C	131422	24.9%
L	26622	5.0%
H	24603	4.7%
O	23248	4.4%
P	18167	3.4%
M	17673	3.3%
R	13527	2.6%
B	11236	2.1%
I	9867	1.9%
Other values (17)	63294	12.0%

Other Punctuation

Value	Count	Frequency (%)
!	2474	27.0%
/	1738	19.0%
.	1647	18.0%
'	1040	11.4%
,	848	9.3%
&	778	8.5%
%	143	1.6%
#	132	1.4%
:	125	1.4%
"	108	1.2%
Other values (5)	114	1.2%

Decimal Number

Value	Count	Frequency (%)
1	4028	29.4%
2	3446	25.1%
0	3203	23.3%
3	1306	9.5%
4	387	2.8%
5	364	2.7%
9	317	2.3%
6	291	2.1%
7	193	1.4%
8	188	1.4%

Math Symbol

Value	Count	Frequency (%)
+	103	68.2%
=	17	11.3%
~	9	6.0%
<	9	6.0%
>	8	5.3%
\|	5	3.3%

Control

Value	Count	Frequency (%)
	11	73.3%
	2	13.3%
	1	6.7%
	1	6.7%

Close Punctuation

Value	Count	Frequency (%)
)	205	98.1%
]	4	1.9%

Open Punctuation

Value	Count	Frequency (%)
(	158	96.9%
[	5	3.1%

Modifier Symbol

Value	Count	Frequency (%)
`	2	66.7%
^	1	33.3%

Space Separator

Value	Count	Frequency (%)
	494561	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1929	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	663	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	178	100.0%

Other Number

Value	Count	Frequency (%)
³	1	100.0%

Other Symbol

Value	Count	Frequency (%)
¦	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6276988	92.3%
Common	520744	7.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	735791	11.7%
n	682851	10.9%
i	655694	10.4%
t	545268	8.7%
e	521004	8.3%
a	445747	7.1%
d	386101	6.2%
c	322828	5.1%
r	295630	4.7%
s	262921	4.2%
Other values (44)	1423153	22.7%

Common

Value	Count	Frequency (%)
	494561	95.0%
1	4028	0.8%
2	3446	0.7%
0	3203	0.6%
!	2474	0.5%
-	1929	0.4%
/	1738	0.3%
.	1647	0.3%
3	1306	0.3%
'	1040	0.2%
Other values (37)	5372	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6797723	> 99.9%
None	9	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	735791	10.8%
n	682851	10.0%
i	655694	9.6%
t	545268	8.0%
e	521004	7.7%
	494561	7.3%
a	445747	6.6%
d	386101	5.7%
c	322828	4.7%
r	295630	4.3%
Other values (84)	1712248	25.2%

None

Value	Count	Frequency (%)
â	2	22.2%
	2	22.2%
	1	11.1%
³	1	11.1%
Ã	1	11.1%
¦	1	11.1%
	1	11.1%

dti
Real number (ℝ_≥0)

SKEWED

Distinct	4262
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.37951365

Minimum	0
Maximum	9999
Zeros	313
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	4.68
Q1	11.28
median	16.91
Q3	22.98
95-th percentile	31.58
Maximum	9999
Range	9999
Interquartile range (IQR)	11.7

Descriptive statistics

Standard deviation	18.01909234
Coefficient of variation (CV)	1.036800725
Kurtosis	237923.6765
Mean	17.37951365
Median Absolute Deviation (MAD)	5.83
Skewness	431.0512254
Sum	6882808.79
Variance	324.6876889
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	313	0.1%
14.4	310	0.1%
19.2	302	0.1%
16.8	301	0.1%
18	300	0.1%
20.4	296	0.1%
12	293	0.1%
13.2	291	0.1%
21.6	270	0.1%
15.6	266	0.1%
Other values (4252)	393088	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	313	0.1%
0.01	8	< 0.1%
0.02	12	< 0.1%
0.03	5	< 0.1%
0.04	5	< 0.1%
0.05	6	< 0.1%
0.06	7	< 0.1%
0.07	7	< 0.1%
0.08	8	< 0.1%
0.09	4	< 0.1%

Value	Count	Frequency (%)
9999	1	< 0.1%
1622	1	< 0.1%
380.53	1	< 0.1%
189.9	1	< 0.1%
145.65	1	< 0.1%
138.03	1	< 0.1%
120.66	1	< 0.1%
107.55	1	< 0.1%
93.86	1	< 0.1%
92.13	1	< 0.1%

earliest_cr_line
Categorical

HIGH CARDINALITY

Distinct	684
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

Oct-2000	3017
Aug-2000	2935
Oct-2001	2896
Aug-2001	2884
Nov-2000	2736
Other values (679)	381562

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	3168240
Distinct characters	33
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	45 ?
Unique (%)	< 0.1%

Sample

1st row	Jun-1990
2nd row	Jul-2004
3rd row	Aug-2007
4th row	Sep-2006
5th row	Mar-1999

Common Values

Value	Count	Frequency (%)
Oct-2000	3017	0.8%
Aug-2000	2935	0.7%
Oct-2001	2896	0.7%
Aug-2001	2884	0.7%
Nov-2000	2736	0.7%
Oct-1999	2726	0.7%
Nov-1999	2700	0.7%
Sep-2000	2691	0.7%
Oct-2002	2640	0.7%
Aug-2002	2599	0.7%
Other values (674)	368206	93.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
oct-2000	3017	0.8%
aug-2000	2935	0.7%
oct-2001	2896	0.7%
aug-2001	2884	0.7%
nov-2000	2736	0.7%
oct-1999	2726	0.7%
nov-1999	2700	0.7%
sep-2000	2691	0.7%
oct-2002	2640	0.7%
aug-2002	2599	0.7%
Other values (674)	368206	93.0%

Most occurring characters

Value	Count	Frequency (%)
0	416557	13.1%
9	402384	12.7%
-	396030	12.5%
1	253612	8.0%
2	228260	7.2%
e	100403	3.2%
u	99766	3.1%
J	93111	2.9%
a	92756	2.9%
8	78297	2.5%
Other values (23)	1007064	31.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1584120	50.0%
Lowercase Letter	792060	25.0%
Dash Punctuation	396030	12.5%
Uppercase Letter	396030	12.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	100403	12.7%
u	99766	12.6%
a	92756	11.7%
c	71978	9.1%
p	66904	8.4%
n	61139	7.7%
r	60848	7.7%
t	38291	4.8%
g	37349	4.7%
v	35583	4.5%
Other values (4)	127043	16.0%

Decimal Number

Value	Count	Frequency (%)
0	416557	26.3%
9	402384	25.4%
1	253612	16.0%
2	228260	14.4%
8	78297	4.9%
7	44922	2.8%
4	40809	2.6%
6	40321	2.5%
3	39568	2.5%
5	39390	2.5%

Uppercase Letter

Value	Count	Frequency (%)
J	93111	23.5%
A	66580	16.8%
M	62062	15.7%
O	38291	9.7%
S	37673	9.5%
N	35583	9.0%
D	33687	8.5%
F	29043	7.3%

Dash Punctuation

Value	Count	Frequency (%)
-	396030	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1980150	62.5%
Latin	1188090	37.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	100403	8.5%
u	99766	8.4%
J	93111	7.8%
a	92756	7.8%
c	71978	6.1%
p	66904	5.6%
A	66580	5.6%
M	62062	5.2%
n	61139	5.1%
r	60848	5.1%
Other values (12)	412543	34.7%

Common

Value	Count	Frequency (%)
0	416557	21.0%
9	402384	20.3%
-	396030	20.0%
1	253612	12.8%
2	228260	11.5%
8	78297	4.0%
7	44922	2.3%
4	40809	2.1%
6	40321	2.0%
3	39568	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3168240	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	416557	13.1%
9	402384	12.7%
-	396030	12.5%
1	253612	8.0%
2	228260	7.2%
e	100403	3.2%
u	99766	3.1%
J	93111	2.9%
a	92756	2.9%
8	78297	2.5%
Other values (23)	1007064	31.8%

open_acc
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	61
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.3111532

Minimum	0
Maximum	90
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	14
95-th percentile	21
Maximum	90
Range	90
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	5.137648808
Coefficient of variation (CV)	0.4542108766
Kurtosis	2.966944774
Mean	11.3111532
Median Absolute Deviation (MAD)	3
Skewness	1.213018844
Sum	4479556
Variance	26.39543527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	36779	9.3%
10	35441	8.9%
8	35137	8.9%
11	32695	8.3%
7	31328	7.9%
12	29157	7.4%
6	25927	6.5%
13	24983	6.3%
14	21173	5.3%
5	18308	4.6%
Other values (51)	105102	26.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	< 0.1%
1	85	< 0.1%
2	1459	0.4%
3	4783	1.2%
4	10709	2.7%
5	18308	4.6%
6	25927	6.5%
7	31328	7.9%
8	35137	8.9%
9	36779	9.3%

Value	Count	Frequency (%)
90	1	< 0.1%
76	2	< 0.1%
58	1	< 0.1%
57	1	< 0.1%
56	2	< 0.1%
55	2	< 0.1%
54	3	< 0.1%
53	6	< 0.1%
52	3	< 0.1%
51	4	< 0.1%

pub_rec
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1781910461

Minimum	0
Maximum	86
Zeros	338272
Zeros (%)	85.4%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	86
Range	86
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5306706005
Coefficient of variation (CV)	2.978099136
Kurtosis	1867.466643
Mean	0.1781910461
Median Absolute Deviation (MAD)	0
Skewness	16.5765642
Sum	70569
Variance	0.2816112862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	338272	85.4%
1	49739	12.6%
2	5476	1.4%
3	1521	0.4%
4	527	0.1%
5	237	0.1%
6	122	< 0.1%
7	56	< 0.1%
8	34	< 0.1%
9	12	< 0.1%
Other values (10)	34	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	338272	85.4%
1	49739	12.6%
2	5476	1.4%
3	1521	0.4%
4	527	0.1%
5	237	0.1%
6	122	< 0.1%
7	56	< 0.1%
8	34	< 0.1%
9	12	< 0.1%

Value	Count	Frequency (%)
86	1	< 0.1%
40	1	< 0.1%
24	1	< 0.1%
19	2	< 0.1%
17	1	< 0.1%
15	1	< 0.1%
13	4	< 0.1%
12	4	< 0.1%
11	8	< 0.1%
10	11	< 0.1%

revol_bal
Real number (ℝ_≥0)

Distinct	55622
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15844.53985

Minimum	0
Maximum	1743266
Zeros	2128
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	1685
Q1	6025
median	11181
Q3	19620
95-th percentile	41066.55
Maximum	1743266
Range	1743266
Interquartile range (IQR)	13595

Descriptive statistics

Standard deviation	20591.83611
Coefficient of variation (CV)	1.299617174
Kurtosis	384.2210931
Mean	15844.53985
Median Absolute Deviation (MAD)	6112
Skewness	11.72751512
Sum	6274913118
Variance	424023714.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2128	0.5%
5655	41	< 0.1%
6095	38	< 0.1%
7792	38	< 0.1%
3953	37	< 0.1%
5098	36	< 0.1%
6077	36	< 0.1%
8502	35	< 0.1%
5235	35	< 0.1%
5389	35	< 0.1%
Other values (55612)	393571	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2128	0.5%
1	30	< 0.1%
2	26	< 0.1%
3	28	< 0.1%
4	20	< 0.1%
5	23	< 0.1%
6	30	< 0.1%
7	21	< 0.1%
8	21	< 0.1%
9	23	< 0.1%

Value	Count	Frequency (%)
1743266	1	< 0.1%
1298783	1	< 0.1%
1190046	1	< 0.1%
1030826	1	< 0.1%
1023940	1	< 0.1%
975800	1	< 0.1%
867528	1	< 0.1%
838698	1	< 0.1%
814300	1	< 0.1%
778614	1	< 0.1%

revol_util
Real number (ℝ_≥0)

Distinct	1226
Distinct (%)	0.3%
Missing	276
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	53.79174864

Minimum	0
Maximum	892.3
Zeros	2213
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	11.2
Q1	35.8
median	54.8
Q3	72.9
95-th percentile	92
Maximum	892.3
Range	892.3
Interquartile range (IQR)	37.1

Descriptive statistics

Standard deviation	24.45219306
Coefficient of variation (CV)	0.4545714479
Kurtosis	2.71227821
Mean	53.79174864
Median Absolute Deviation (MAD)	18.5
Skewness	-0.07177802033
Sum	21288299.69
Variance	597.9097456
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2213	0.6%
53	752	0.2%
60	739	0.2%
61	734	0.2%
55	730	0.2%
54	725	0.2%
62	721	0.2%
47	720	0.2%
57	719	0.2%
58	717	0.2%
Other values (1216)	386984	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2213	0.6%
0.01	1	< 0.1%
0.04	1	< 0.1%
0.05	1	< 0.1%
0.1	253	0.1%
0.16	1	< 0.1%
0.2	211	0.1%
0.3	187	< 0.1%
0.4	189	< 0.1%
0.46	1	< 0.1%

Value	Count	Frequency (%)
892.3	1	< 0.1%
153	1	< 0.1%
152.5	1	< 0.1%
150.7	1	< 0.1%
148	1	< 0.1%
146.1	1	< 0.1%
145.8	1	< 0.1%
140.4	1	< 0.1%
136.7	1	< 0.1%
132.1	1	< 0.1%

total_acc
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	118
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.41474383

Minimum	2
Maximum	151
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	2
5-th percentile	9
Q1	17
median	24
Q3	32
95-th percentile	47
Maximum	151
Range	149
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.88699072
Coefficient of variation (CV)	0.4677202651
Kurtosis	1.204620014
Mean	25.41474383
Median Absolute Deviation (MAD)	8
Skewness	0.8643276369
Sum	10065001
Variance	141.3005485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	14280	3.6%
22	14260	3.6%
20	14228	3.6%
23	13923	3.5%
24	13878	3.5%
19	13876	3.5%
18	13710	3.5%
17	13495	3.4%
25	13225	3.3%
26	12799	3.2%
Other values (108)	258356	65.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	18	< 0.1%
3	327	0.1%
4	1238	0.3%
5	2028	0.5%
6	2923	0.7%
7	4143	1.0%
8	5365	1.4%
9	6362	1.6%
10	7672	1.9%
11	8844	2.2%

Value	Count	Frequency (%)
151	1	< 0.1%
150	1	< 0.1%
135	1	< 0.1%
129	1	< 0.1%
124	1	< 0.1%
118	1	< 0.1%
117	1	< 0.1%
116	2	< 0.1%
115	1	< 0.1%
111	2	< 0.1%

initial_list_status
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

f	238066
w	157964

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	396030
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	w
2nd row	f
3rd row	f
4th row	f
5th row	f

Common Values

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring characters

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	396030	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	396030	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	396030	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	238066	60.1%
w	157964	39.9%

application_type
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

INDIVIDUAL	395319
JOINT	425
DIRECT_PAY	286

Length

Max length	10
Median length	10
Mean length	9.994634245
Min length	5

Characters and Unicode

Total characters	3958175
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	INDIVIDUAL
2nd row	INDIVIDUAL
3rd row	INDIVIDUAL
4th row	INDIVIDUAL
5th row	INDIVIDUAL

Common Values

Value	Count	Frequency (%)
INDIVIDUAL	395319	99.8%
JOINT	425	0.1%
DIRECT_PAY	286	0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
individual	395319	99.8%
joint	425	0.1%
direct_pay	286	0.1%

Most occurring characters

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
Other values (6)	1716	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	3957889	> 99.9%
Connector Punctuation	286	< 0.1%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
Other values (5)	1430	< 0.1%

Connector Punctuation

Value	Count	Frequency (%)
_	286	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3957889	> 99.9%
Common	286	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
Other values (5)	1430	< 0.1%

Common

Value	Count	Frequency (%)
_	286	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3958175	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
I	1186668	30.0%
D	790924	20.0%
N	395744	10.0%
A	395605	10.0%
V	395319	10.0%
U	395319	10.0%
L	395319	10.0%
T	711	< 0.1%
J	425	< 0.1%
O	425	< 0.1%
Other values (6)	1716	< 0.1%

mort_acc
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	33
Distinct (%)	< 0.1%
Missing	37795
Missing (%)	9.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.813990816

Minimum	0
Maximum	34
Zeros	139777
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	34
Range	34
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.147930467
Coefficient of variation (CV)	1.184091148
Kurtosis	4.477175726
Mean	1.813990816
Median Absolute Deviation (MAD)	1
Skewness	1.600132438
Sum	649835
Variance	4.613605292
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	139777	35.3%
1	60416	15.3%
2	49948	12.6%
3	38049	9.6%
4	27887	7.0%
5	18194	4.6%
6	11069	2.8%
7	6052	1.5%
8	3121	0.8%
9	1656	0.4%
Other values (23)	2066	0.5%
(Missing)	37795	9.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	139777	35.3%
1	60416	15.3%
2	49948	12.6%
3	38049	9.6%
4	27887	7.0%
5	18194	4.6%
6	11069	2.8%
7	6052	1.5%
8	3121	0.8%
9	1656	0.4%

Value	Count	Frequency (%)
34	1	< 0.1%
32	2	< 0.1%
31	2	< 0.1%
30	1	< 0.1%
28	1	< 0.1%
27	3	< 0.1%
26	2	< 0.1%
25	4	< 0.1%
24	10	< 0.1%
23	2	< 0.1%

pub_rec_bankruptcies
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	535
Missing (%)	0.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.1216475556

Minimum	0
Maximum	8
Zeros	350380
Zeros (%)	88.5%
Negative	0
Negative (%)	0.0%
Memory size	3.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3561742766
Coefficient of variation (CV)	2.927919718
Kurtosis	18.10416044
Mean	0.1216475556
Median Absolute Deviation (MAD)	0
Skewness	3.423440368
Sum	48111
Variance	0.1268601153
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	350380	88.5%
1	42790	10.8%
2	1847	0.5%
3	351	0.1%
4	82	< 0.1%
5	32	< 0.1%
6	7	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
(Missing)	535	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	350380	88.5%
1	42790	10.8%
2	1847	0.5%
3	351	0.1%
4	82	< 0.1%
5	32	< 0.1%
6	7	< 0.1%
7	4	< 0.1%
8	2	< 0.1%

Value	Count	Frequency (%)
8	2	< 0.1%
7	4	< 0.1%
6	7	< 0.1%
5	32	< 0.1%
4	82	< 0.1%
3	351	0.1%
2	1847	0.5%
1	42790	10.8%
0	350380	88.5%

address
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	393700
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Memory size	3.0 MiB

USCGC Smith FPO AE 70466	8
USS Johnson FPO AE 48052	8
USNS Johnson FPO AE 05113	8
USS Smith FPO AP 70466	8
USNS Johnson FPO AP 48052	7
Other values (393695)	395991

Length

Max length	69
Median length	60
Mean length	44.71395096
Min length	20

Characters and Unicode

Total characters	17708066
Distinct characters	67
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	391984 ?
Unique (%)	99.0%

Sample

1st row	0174 Michelle Gateway Mendozaberg, OK 22690
2nd row	1076 Carney Fort Apt. 347 Loganmouth, SD 05113
3rd row	87025 Mark Dale Apt. 269 New Sabrina, WV 05113
4th row	823 Reid Ford Delacruzside, MA 00813
5th row	679 Luna Roads Greggshire, VA 11650

Common Values

Value	Count	Frequency (%)
USCGC Smith FPO AE 70466	8	< 0.1%
USS Johnson FPO AE 48052	8	< 0.1%
USNS Johnson FPO AE 05113	8	< 0.1%
USS Smith FPO AP 70466	8	< 0.1%
USNS Johnson FPO AP 48052	7	< 0.1%
USNV Smith FPO AA 00813	6	< 0.1%
USCGC Smith FPO AA 70466	6	< 0.1%
USCGC Jones FPO AE 22690	6	< 0.1%
USNS Johnson FPO AA 70466	6	< 0.1%
USNV Smith FPO AE 30723	6	< 0.1%
Other values (393690)	395961	> 99.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
suite	88417	3.0%
apt	88400	3.0%
70466	56986	2.0%
30723	56548	1.9%
22690	56527	1.9%
48052	55920	1.9%
00813	45826	1.6%
29597	45472	1.6%
05113	45403	1.6%
box	28349	1.0%
Other values (108604)	2352838	80.6%

Most occurring characters

Value	Count	Frequency (%)
	2128626	12.0%
e	911545	5.1%
a	735427	4.2%
t	702787	4.0%
r	656748	3.7%
0	624825	3.5%
i	580043	3.3%
o	579480	3.3%
n	551350	3.1%
2	487525	2.8%
Other values (57)	9749710	55.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7690715	43.4%
Decimal Number	4151920	23.4%
Uppercase Letter	2488639	14.1%
Space Separator	2128626	12.0%
Control	792060	4.5%
Other Punctuation	456106	2.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	911545	11.9%
a	735427	9.6%
t	702787	9.1%
r	656748	8.5%
i	580043	7.5%
o	579480	7.5%
n	551350	7.2%
s	471608	6.1%
l	400273	5.2%
h	341828	4.4%
Other values (16)	1759626	22.9%

Uppercase Letter

Value	Count	Frequency (%)
A	295950	11.9%
S	274289	11.0%
P	164644	6.6%
M	161767	6.5%
C	157893	6.3%
N	148622	6.0%
D	106785	4.3%
L	105374	4.2%
W	94264	3.8%
R	93408	3.8%
Other values (16)	885643	35.6%

Decimal Number

Value	Count	Frequency (%)
0	624825	15.0%
2	487525	11.7%
3	443992	10.7%
6	421262	10.1%
7	387522	9.3%
1	375962	9.1%
9	375452	9.0%
5	375301	9.0%
4	330279	8.0%
8	329800	7.9%

Control

Value	Count	Frequency (%)
	396030	50.0%
	396030	50.0%

Other Punctuation

Value	Count	Frequency (%)
,	367706	80.6%
.	88400	19.4%

Space Separator

Value	Count	Frequency (%)
	2128626	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	10179354	57.5%
Common	7528712	42.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	911545	9.0%
a	735427	7.2%
t	702787	6.9%
r	656748	6.5%
i	580043	5.7%
o	579480	5.7%
n	551350	5.4%
s	471608	4.6%
l	400273	3.9%
h	341828	3.4%
Other values (42)	4248265	41.7%

Common

Value	Count	Frequency (%)
	2128626	28.3%
0	624825	8.3%
2	487525	6.5%
3	443992	5.9%
6	421262	5.6%
	396030	5.3%
	396030	5.3%
7	387522	5.1%
1	375962	5.0%
9	375452	5.0%
Other values (5)	1491486	19.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17708066	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2128626	12.0%
e	911545	5.1%
a	735427	4.2%
t	702787	4.0%
r	656748	3.7%
0	624825	3.5%
i	580043	3.3%
o	579480	3.3%
n	551350	3.1%
2	487525	2.8%
Other values (57)	9749710	55.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	loan_amnt	term	int_rate	installment	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	title	dti	earliest_cr_line	open_acc	revol_bal	revol_util	total_acc	initial_list_status	application_type	mort_acc	address
0	10000.0	36 months	11.44	329.48	B	B4	Marketing	10+ years	RENT	117000.0	Not Verified	Jan-2015	Fully Paid	vacation	Vacation	26.24	Jun-1990	16.0	36369.0	41.8	25.0	w	INDIVIDUAL	0.0	0174 Michelle Gateway\r\nMendozaberg, OK 22690
1	8000.0	36 months	11.99	265.68	B	B5	Credit analyst	4 years	MORTGAGE	65000.0	Not Verified	Jan-2015	Fully Paid	debt_consolidation	Debt consolidation	22.05	Jul-2004	17.0	20131.0	53.3	27.0	f	INDIVIDUAL	3.0	1076 Carney Fort Apt. 347\r\nLoganmouth, SD 05113
2	15600.0	36 months	10.49	506.97	B	B3	Statistician	< 1 year	RENT	43057.0	Source Verified	Jan-2015	Fully Paid	credit_card	Credit card refinancing	12.79	Aug-2007	13.0	11987.0	92.2	26.0	f	INDIVIDUAL	0.0	87025 Mark Dale Apt. 269\r\nNew Sabrina, WV 05113
3	7200.0	36 months	6.49	220.65	A	A2	Client Advocate	6 years	RENT	54000.0	Not Verified	Nov-2014	Fully Paid	credit_card	Credit card refinancing	2.60	Sep-2006	6.0	5472.0	21.5	13.0	f	INDIVIDUAL	0.0	823 Reid Ford\r\nDelacruzside, MA 00813
4	24375.0	60 months	17.27	609.33	C	C5	Destiny Management Inc.	9 years	MORTGAGE	55000.0	Verified	Apr-2013	Charged Off	credit_card	Credit Card Refinance	33.95	Mar-1999	13.0	24584.0	69.8	43.0	f	INDIVIDUAL	1.0	679 Luna Roads\r\nGreggshire, VA 11650
5	20000.0	36 months	13.33	677.07	C	C3	HR Specialist	10+ years	MORTGAGE	86788.0	Verified	Sep-2015	Fully Paid	debt_consolidation	Debt consolidation	16.31	Jan-2005	8.0	25757.0	100.6	23.0	f	INDIVIDUAL	4.0	1726 Cooper Passage Suite 129\r\nNorth Deniseberg, DE 30723
6	18000.0	36 months	5.32	542.07	A	A1	Software Development Engineer	2 years	MORTGAGE	125000.0	Source Verified	Sep-2015	Fully Paid	home_improvement	Home improvement	1.36	Aug-2005	8.0	4178.0	4.9	25.0	f	INDIVIDUAL	3.0	1008 Erika Vista Suite 748\r\nEast Stephanie, TX 22690
7	13000.0	36 months	11.14	426.47	B	B2	Office Depot	10+ years	RENT	46000.0	Not Verified	Sep-2012	Fully Paid	credit_card	No More Credit Cards	26.87	Sep-1994	11.0	13425.0	64.5	15.0	f	INDIVIDUAL	0.0	USCGC Nunez\r\nFPO AE 30723
8	18900.0	60 months	10.99	410.84	B	B3	Application Architect	10+ years	RENT	103000.0	Verified	Oct-2014	Fully Paid	debt_consolidation	Debt consolidation	12.52	Jun-1994	13.0	18637.0	32.9	40.0	w	INDIVIDUAL	3.0	USCGC Tran\r\nFPO AP 22690
9	26300.0	36 months	16.29	928.40	C	C5	Regado Biosciences	3 years	MORTGAGE	115000.0	Verified	Apr-2012	Fully Paid	debt_consolidation	Debt Consolidation	23.69	Dec-1997	13.0	22171.0	82.4	37.0	f	INDIVIDUAL	1.0	3390 Luis Rue\r\nMauricestad, VA 00813

Last rows

	loan_amnt	term	int_rate	installment	grade	sub_grade	emp_title	emp_length	home_ownership	annual_inc	verification_status	issue_d	loan_status	purpose	title	dti	earliest_cr_line	open_acc	revol_bal	revol_util	total_acc	initial_list_status	application_type	mort_acc	address
396020	10000.0	36 months	9.76	321.55	B	B3	Retirement Counselor	10+ years	RENT	40000.0	Not Verified	Dec-2015	Fully Paid	debt_consolidation	Debt consolidation	23.40	Jan-1988	9.0	8819.0	57.3	18.0	w	INDIVIDUAL	1.0	914 Alexander Mountains Apt. 604\r\nEast Marco, VT 70466
396021	3200.0	36 months	5.42	96.52	A	A1	St Francis Medical Center	10+ years	RENT	33000.0	Not Verified	Feb-2011	Fully Paid	debt_consolidation	2011 Insurance and Debt Consolidation	21.45	Nov-1996	18.0	3985.0	7.6	50.0	f	INDIVIDUAL	NaN	309 John Mission\r\nWest Marc, NY 00813
396022	12000.0	36 months	12.29	400.24	C	C1	Data Center Specialist II	1 year	RENT	52100.0	Source Verified	Oct-2015	Fully Paid	debt_consolidation	Debt consolidation	17.28	Oct-2004	6.0	9580.0	66.1	18.0	w	INDIVIDUAL	0.0	532 Johnson Drive Apt. 185\r\nAndersonside, NY 70466
396023	22000.0	36 months	18.92	805.55	D	D4	Operations Manager	10+ years	MORTGAGE	138000.0	Not Verified	Apr-2014	Fully Paid	debt_consolidation	Debt consolidation	24.43	May-1998	18.0	22287.0	50.4	39.0	f	INDIVIDUAL	4.0	0297 Flores Dale Suite 441\r\nTaylorland, MD 05113
396024	6000.0	36 months	13.11	202.49	B	B4	Michael's Arts & Crafts	5 years	RENT	64000.0	Not Verified	Mar-2013	Fully Paid	debt_consolidation	Credit buster	10.81	Nov-1991	7.0	11456.0	97.1	9.0	w	INDIVIDUAL	0.0	514 Cynthia Park Apt. 402\r\nWest Williamside, SC 05113
396025	10000.0	60 months	10.99	217.38	B	B4	licensed bankere	2 years	RENT	40000.0	Source Verified	Oct-2015	Fully Paid	debt_consolidation	Debt consolidation	15.63	Nov-2004	6.0	1990.0	34.3	23.0	w	INDIVIDUAL	0.0	12951 Williams Crossing\r\nJohnnyville, DC 30723
396026	21000.0	36 months	12.29	700.42	C	C1	Agent	5 years	MORTGAGE	110000.0	Source Verified	Feb-2015	Fully Paid	debt_consolidation	Debt consolidation	21.45	Feb-2006	6.0	43263.0	95.7	8.0	f	INDIVIDUAL	1.0	0114 Fowler Field Suite 028\r\nRachelborough, LA 05113
396027	5000.0	36 months	9.99	161.32	B	B1	City Carrier	10+ years	RENT	56500.0	Verified	Oct-2013	Fully Paid	debt_consolidation	pay off credit cards	17.56	Mar-1997	15.0	32704.0	66.9	23.0	f	INDIVIDUAL	0.0	953 Matthew Points Suite 414\r\nReedfort, NY 70466
396028	21000.0	60 months	15.31	503.02	C	C2	Gracon Services, Inc	10+ years	MORTGAGE	64000.0	Verified	Aug-2012	Fully Paid	debt_consolidation	Loanforpayoff	15.88	Nov-1990	9.0	15704.0	53.8	20.0	f	INDIVIDUAL	5.0	7843 Blake Freeway Apt. 229\r\nNew Michael, FL 29597
396029	2000.0	36 months	13.61	67.98	C	C2	Internal Revenue Service	10+ years	RENT	42996.0	Verified	Jun-2010	Fully Paid	debt_consolidation	Toxic Debt Payoff	8.32	Sep-1998	3.0	4292.0	91.3	19.0	f	INDIVIDUAL	NaN	787 Michelle Causeway\r\nBriannaton, AR 48052

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